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• ▲ Florian Wellmann

  Fraunhofer Research Institution for Energy Infrastructures and Geotechnologies IEG · Fraunhofer-Gesellschaft Earth and Planetary Sciences
  3.33k

  citations

  29

  h-index

  162

  Aachen papers
• ▲ Philippe Pasquier

  Polytechnique Montréal Energy
  2.24k

  citations

  25

  h-index

  1

  Aachen papers
• ▲ Norbert Klitzsch

  RWTH Aachen University Physics and Astronomy
  776

  citations

  15

  h-index

  57

  Aachen papers
• ▲ Miguel de la Varga

  RWTH Aachen University Earth and Planetary Sciences
  719

  citations

  13

  h-index

  19

  Aachen papers
• ▲ Ryan Santoso

  Forschungszentrum Jülich Engineering
  411

  citations

  13

  h-index

  11

  Aachen papers
• ▲ Denise Degen

  Technische Universität Darmstadt · GFZ Helmholtz Centre for Geosciences Engineering
  270

  citations

  9

  h-index

  46

  Aachen papers
• ▲ Nicolas Rangel Jurado

  Energy
  145

  citations

  3

  h-index

  3

  Aachen papers
• ▲ Jian Yang

  Chengdu University of Technology · Nanjing University of Science and Technology Computer Science
  115

  citations

  4

  h-index

  1

  Aachen papers
• ▲ Christin Bobe

  RWTH Aachen University Earth and Planetary Sciences
  89

  citations

  5

  h-index

  6

  Aachen papers
• ▲ David Nathan

  RWTH Aachen University Computer Science
  74

  citations

  4

  h-index

  1

  Aachen papers
• ▲ Elisa Heim

  Polytechnique Montréal · RWTH Aachen University Energy
  73

  citations

  4

  h-index

  16

  Aachen papers
• ▲ Gabriel Dion

  Polytechnique Montréal Energy
  56

  citations

  4

  h-index

  1

  Aachen papers
• ▲ Zhouji Liang

  Anhui University Earth and Planetary Sciences
  54

  citations

  3

  h-index

  11

  Aachen papers
• ▲ Ezgi Şatıroğlu

  RWTH Aachen University Materials Science
  45

  citations

  3

  h-index

  2

  Aachen papers
• ▲ Nils Chudalla

  RWTH Aachen University Earth and Planetary Sciences
  37

  citations

  4

  h-index

  21

  Aachen papers
• ▲ Sofia Brisson

  University of Salzburg · RWTH Aachen University Earth and Planetary Sciences
  32

  citations

  2

  h-index

  9

  Aachen papers
• ▲ E. Zibulski

  RWTH Aachen University Engineering
  13

  citations

  1

  h-index

  3

  Aachen papers
• ▲ Eugen Zibulski

  RWTH Aachen University Engineering
  11

  citations

  1

  h-index

  2

  Aachen papers
• ▲ Josefine Ziegler

  Istituto Nazionale di Geofisica e Vulcanologia · University of Bergen Earth and Planetary Sciences
  0

  citations

  0

  h-index

  2

  Aachen papers
• ▲ Atefeh Rahimi

  RWTH Aachen University Engineering
  0

  citations

  0

  h-index

  2

  Aachen papers
• ▲ David Nathan

  RWTH Aachen University Environmental Science
  0

  citations

  0

  h-index

  2

  Aachen papers
• ▲ Thomas Simader

  RWTH Aachen University Engineering
  0

  citations

  0

  h-index

  2

  Aachen papers

22 results

• Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations

  2023 Geoscientific model development article Physics and Astronomy Model Reduction and Neural Networks Open access

  39

  citations
• Reactivity of Wet scCO2 toward Reservoir and Caprock Formations under Elevated Pressure and Temperature Conditions: Implications for CCS and CO2-Based Geothermal Energy Extraction

  2025 Energy & Fuels article Environmental Science CO2 Sequestration and Geologic Interactions Open access

  22

  citations
• Comparison of simulation tools for optimizing borehole heat exchanger field operation

  2024 Geothermal Energy article Energy Geothermal Energy Systems and Applications Open access

  20

  citations
• Influence of Inner Surface Roughness on the Spectral Induced Polarization Response—A Numerical Study

  2023 Journal of Geophysical Research Solid Earth article Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access

  13

  citations
• Electrical Conductivity of Hydrate-Bearing Rocks Studied by Pore-Scale Modeling

  2024 Energy & Fuels article Environmental Science Methane Hydrates and Related Phenomena

  10

  citations
• A greedy sensor selection algorithm for hyperparameterized linear Bayesian inverse problems with correlated noise models

  2023 Journal of Computational Physics article Decision Sciences Optimal Experimental Design Methods Open access

  7

  citations
• Thermal response functions of borehole heat exchangers with horizontal pipes

  2025 Science and Technology for the Built Environment article Energy Geothermal Energy Systems and Applications Open access

  4

  citations
• Round-robin test of SIP laboratory measurements using electrical test networks

  2025 Geophysical Journal International article Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access

  2

  citations
• About the trustworthiness of physics-based machine learning – considerations for geomechanical applications

  2025 Solid Earth article Physics and Astronomy Model Reduction and Neural Networks Open access

  2

  citations
• Structure-based geophysical inversion using implicit geological models

  2025 Geophysical Journal International article Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access

  1

  citations
• Guidelines for Conducting Sensitivity Analyses in Process Simulations for Solid Earth Geosciences

  2026 Mathematical Geosciences article Decision Sciences Probabilistic and Robust Engineering Design Open access

  1

  citations
• Sensitivity analysis using physics-based machine learning: an example from surrogate modelling for magnetotellurics

  2025 Geophysical Journal International article Physics and Astronomy Model Reduction and Neural Networks Open access

  1

  citations
• About the Trustworthiness of Physics-Based Machine Learning – A Considerations for Geomechanical Applications

  2024 preprint Physics and Astronomy Model Reduction and Neural Networks Open access

  1

  citations
• A Greedy Sensor Selection Algorithm for Hyperparameterized Linear Bayesian Inverse Problems

  2023 arXiv (Cornell University) preprint Decision Sciences Optimal Experimental Design Methods Open access

  0

  citations
• Prospection of faults in the Southern Erftscholle with Refraction Seismics and Electrical Resistivity Tomography

  2023 conference-abstract Earth and Planetary Sciences Geophysical and Geoelectrical Methods Open access

  0

  citations
• Combining thermochronological data with 3D probabilistic kinematic modeling of the Bavarian Subalpine Molasse for uncertainty estimation

  2023 conference-abstract Earth and Planetary Sciences Geological Modeling and Analysis Open access

  0

  citations
• Evaluating RJ MCMC for parameter dimensionality adjustment in geological models

  2023 conference-abstract Earth and Planetary Sciences Geological Modeling and Analysis Open access

  0

  citations
• Physics-based machine learning for modeling thermo-hydraulic processes in a coaxial deep borehole heat exchanger, considering an explicit reservoir-wellbore representation: A case study of Cornwall, UK

  2023 conference-abstract Physics and Astronomy Model Reduction and Neural Networks Open access

  0

  citations
• Haromonic Curvature and Bedding Uncertainty Across Scales

  2024 conference-abstract Earth and Planetary Sciences Geological Modeling and Analysis Open access

  0

  citations
• The Geothermal Paradox of Choice: A Comparative Techno-Economic Assessment of Geothermal Energy Production for Heat and Power Applications

  2024 conference-abstract Energy Geothermal Energy Systems and Applications Open access

  0

  citations